Education

Standard Deviation

Definition

A statistical measure quantifying how spread out data values are from the mean, where a low value indicates data points cluster near the average.

Formula

σ = √(Σ(xi - μ)² / N)

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Standard deviation measures the dispersion of a dataset relative to its mean. A small standard deviation indicates data points tend to be close to the average, while a large standard deviation indicates the data is spread over a wide range. It is calculated as the square root of the variance, making it expressed in the same units as the original data.

In education, standard deviation is fundamental to understanding test score distributions. On standardized tests with a normal distribution, approximately 68 percent of scores fall within one standard deviation of the mean, 95 percent within two, and 99.7 percent within three. For example, if a test has a mean of 500 and a standard deviation of 100, scoring 700 puts a student two standard deviations above average.

Beyond education, standard deviation is essential in finance for measuring investment volatility, in quality control for monitoring manufacturing processes, and in scientific research for assessing experimental reliability. Understanding this concept helps interpret any data-driven report, from medical study results to economic indicators, by providing context for how meaningful a particular value is relative to its peers.

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